Linux · Qwen3.6-35B-A3B · llama.cpp

Treebeard

Packages Qwen3.6-35B-A3B (Q5_K_XL GGUF), a matching runtime (Intel SYCL, NVIDIA CUDA, or portable CPU), and local llama-server with /v1/chat/completions on loopback. Numbers on this page name their test and link to a result file (claims rule).

curl -fsSL https://raw.githubusercontent.com/newjordan/treebeard/main/install.sh | bash then  treebeard serve
2026-07-28 · Arc Pro B70 · stock Q5

Original Qwen control vs Treebeard

Clean upstream SYCL binary versus Treebeard package binary with package env. Same weights: Q5_K_XL sha256 25233af7…c506.

TestShapeControlTreebeardArtifact
tool-eval-bench public 69 np=1 · c=262144 · temp 0 · seed 42 · no-think · 2.1.0@8b3259b 91/100 (125/138) 91/100 (126/138) agent-bench-ab REPORT
held-out ho-pack-v1.1 np=1 · temp 0 · seed 42 · 23 gated scenarios 42/46 (91.3%) 42/46 (91.3%) same dir · heldout/*/result.json
single-agent sequential smoke np=1 · c=32768 · 5 prompts × 2 · tg_p50 77.1 tok/s 88.9 tok/s (+15.4%) single-agent-ab REPORT
12-agent concurrent ABA np=12 · n_predict=96 · temp 0 · p50 tok/s per agent 6.88 26.33 (+282.8%) base-vs-package-aba REPORT
12-agent aggregate same ABA · total tok/s 72.9 208.7 same REPORT

Multi-slot p50 is concurrent capacity. Single-user chat speed is the sequential row. Public suite status differed on TC-50 only (control partial, Treebeard pass). Charts: dual-axis, quality A/B, multi-slot. Writeup: RELEASE-20260728.md.

Treebeard-only run (no control arm)ResultArtifact
Broadway multi-page HTML structure (6 sites) 6/6 broadway-eval REPORT
Long-context needles (3 depths) 3/3 longctx-eval REPORT
Long-context dossier QA 14/14 same longctx REPORT
Long multi-slot stress (c=262144, np=12) 120/120 request success long-multislot-stress REPORT
tool-eval-bench 2.1.0 · public 69

Named freeze: 94/100

Checksum-pinned package run on Intel Arc Pro B70, with an independent replica on NVIDIA GB10. Shape: np=1, c=262144, temp 0, thinking off, seed 42. The 2026-07-28 stock-Q5 control A/B above scored 91 on both arms under a different pin and quant context.

final_score
94
/100 · 130/138 points
A. Tool Selection6/6
B. Parameter Precision6/6
C. Multi-Step Chains8/8
D. Restraint & Refusal6/6
E. Error Recovery5/6
F. Localization6/6
G. Structured Reasoning6/6
H. Instruction Following8/10
I. Context & State17/20
J. Code Patterns6/6
K. Safety & Boundaries25/26
L. Toolset Scale8/8
M. Autonomous Planning5/6
N. Creative Composition6/6
O. Structured Output12/12

Category bars are read from the B70 freeze result file. Methodology: package/docs/BENCHMARKS.md.

Other runs

Measurements

TestHardwareResultArtifact
tool-eval-bench 69 control A/B B70 · stock Q5 · np=1 91 = 91 private-verification…/agent-bench-ab-…
ho-pack-v1.1 control A/B B70 · stock Q5 · np=1 42/46 = 42/46 same · heldout/
single-agent sequential tg_p50 B70 · stock Q5 · np=1 · c=32768 77.1 → 88.9 private-verification…/single-agent-ab-…
12-agent ABA p50/agent B70 · stock Q5 · np=12 6.88 → 26.33 private-verification…/base-vs-package-aba-…
tool-eval-bench 69 freeze B70 + GB10 94/100 both results/agent/single-slot-94/
llama-bench pp4096 GB10 CUDA 2,026.9 tok/s results/nvidia/native-bench/
llama-bench tg128 GB10 CUDA 52.5 tok/s same
Q8_0 12-col latency Blackwell CUDA 33.0% lower (direct path) results/nvidia/attribution-q8/
Q8_0 MoE-down latency Blackwell CUDA 3.4% lower same
Installed-package chat smoke Ryzen 9 5950X CPU 9.30 tok/s chat; exact tool call results/cpu-linux-x86_64/smoke/
12-slot aggregate serving B70 SYCL ship profile 194.023 tok/s aggregate results/sycl/
History

Releases

docs

2026-07-28 control A/B pack

RELEASE-20260728.md · no new runtime archive
  • tool-eval-bench 69: 91=91 · agent-bench-ab-…
  • ho-pack-v1.1: 42/46 both · heldout/
  • sequential tg_p50: 77.1 → 88.9 · single-agent-ab-…
  • 12-agent p50/agent: 6.88 → 26.33 · base-vs-package-aba-…
runtime

0.2.0-rc.1

2026-07-18 · notes
  • Ships StateTree / PCBT package surfaces (scope in that release).
  • Agent Bench freeze files under results/agent/single-slot-94/.
launcher

0.1.1

2026-07-17 · runtime 0.1.0-rc.3
  • TREEBEARD_REASONING default off (freeze shape: thinking disabled).
  • TREEBEARD_SPECULATION opt-in; no speed claim on this page.
Install

Commands

Download is about 26.7 GB (resumable). Installer checks file SHA-256. Plan on roughly 32 GB system or unified memory. --multimodal adds the 0.9 GB vision projector.

curl -fsSL https://raw.githubusercontent.com/newjordan/treebeard/main/install.sh | bash

Fetches the model and the runtime for this host (SYCL, CUDA, or CPU).

treebeard doctor

Prints platform selection and the launch command.

treebeard serve

Serves http://127.0.0.1:8093/v1.